Variational Encoder

Follow this topic Ask about this topic

Recent momentum

-83%

1 papers in the last 28 days · 0.0% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

Weekly history

Recent digests

What was published in this topic, kept on the site without email delivery.

Period ending 2026-09-14

1 new paper

A weekly snapshot of new work published in Variational Encoder.

45 papers

Latest in Variational Encoder

Open your feed →

Hybrid Variational Quantum Circuits for Multivariate Regression and High-Dimensional Data Reconstruction
Sep 15, 2026Koffi Ognandon Ayena, Frédéric Holweck, Serge Iovleff +1Variational Quantum Circuits Variational Encoder
Deformable Object Manipulation under Partial Observability via Real-Time Full-Shape Estimation
Sep 9, 2026Kosar Behnia, Ville Kyrki, Gokhan AlcanDeformable Objects Statistical Shape Model
Dual-Primal Graph VAEs for Noisy Label Aggregation
Aug 11, 2026Patrick Stinson, Nikolaus KriegeskorteNoisy Labels Variational Encoder
Evolutionary Curriculum Learning Improves Biological Sequence Modeling
Aug 1, 2026Richard Zhu, Kento NishiEvolution Variational Encoder
DreamQAS: Learning a Decision-Useful World Model for VQE-Efficient Quantum Architecture Search
Jul 31, 2026Jiayang Niu, Yan Wang, Jie Li +4Variational Quantum Circuits Quantum Neural Networks
Soft-Constrained Optimization of Latent Space in Variational Autoencoders
Jul 26, 2026Ye ShiVariational Encoder Latent Space
A Multi-stage Constrained Optimization Framework for Data-driven Problems
Jul 26, 2026Ye ShiVariational Encoder Constrained Optimization
Generative Augmentation for EEG Motor Imagery Classification: A Class-Conditional VAE with Cycle-Consistent Decoder Refinement
Jul 22, 2026Matei Moldoveanu, Alain Sirois, Claire Ben Ali +2Variational Encoder Electroencephalogram
Multimodal Empirical Bayes Variational Autoencoders for Joint Longitudinal and Time-to-Event Modeling
Jul 15, 2026Anders Sjöberg, Nils Olsson, Marcus Baaz +1Time-To-Event Data Variational Encoder
Native Video-Action Pretraining for Generalizable Robot Control
Jul 9, 2026Qihang Zhang, Lin Li, Luyao Zhang +26Generalizable Robot Control Robots
Uncertainty-aware damage identification in short-span bridges via physics-informed variational autoencoder
Jul 6, 2026Ana Fernandez-Navamuel, A. Javier Omella, Diego Zamora-Sanchez +1Structural Health Monitoring Variational Encoder
eXact-Prior Variational Autoencoder (X-VAE): Learning Data-Adaptive Gaussian Mixture Priors for Latent Distributions
Jun 30, 2026Qijun Chen, Shaofan LiVariational Encoder Generative Priors
Language-Based Digital Twins for Elderly Cognitive Assistance
Jun 25, 2026Mohammad Mehdi Hosseini, Mohammad H. Mahoor, Hiroko H. DodgeDigital Twins Cognitive Science
Tailor Made Embeddings for Quantum Machine Learning
Jun 24, 2026Aldo Lamarre, Dominik ŠafránekQuantum Variational Encoder
Variational Autoencoder Layer
Jun 24, 2026Gananath RVariational Encoder Generative Adversarial Network
Multigrid Training for Molecular Generation using Graph Neural Networks
Jun 21, 2026Zixuan Ling, Paula Mercurio, Di LiuMolecular Graphs Molecular Generation
Causal Variational Deep Embedding: A Family of Interventional Generators for Confounded Images
Jun 19, 2026Jingyuan Chen, Kangrui Ruan, Junzhe ZhangVariational Encoder Latent Confounders
Hybrid Classical-Quantum (HCQ) Alzheimer's Classification via Supervised $β$ -VAE and Quantum KernelsHybrid Classical-Quantum (HCQ) Alzheimer's Classification via Supervised β-VAE and Quantum Kernels
Jun 12, 2026Tia Tiwari, Vamshi Krishna Kancharla, Neelam SinhaQuantum Neural Networks Quantum Kernels
Smoothing Dark Areas in Molecular Latent Diffusion
Jun 11, 2026Xi Wang, Jiahan Li, Yuxuan Xia +3Molecular Graphs Variational Encoder
Hybrid Classical-Quantum Variational Autoencoder for Neural Topic Modeling
Jun 11, 2026Ivan KankeuQuantum Neural Networks Quantum Computing
Discovering and decoding latent mean-field structure with variational autoencoders
Jun 7, 2026Marco Biroli, Max Welling, Vincenzo VitelliVariational Encoder Mean-Field Limit
Latent Diffusion Policy: Shaping Latent Spaces for Diffusion-Based Robotic Manipulation
Jun 7, 2026Zhexuan Zhou, Yichen Lai, Jinhao Zhang +3Diffusion Policies Visuomotor Policy
Constructing VAE Latent Spaces with Prescribed Topology
Jun 5, 2026Jilles S. van Hulst, Jakub M. Tomczak, W. P. M. H. Heemels +1Variational Encoder Manifolds
Quantum Algorithm for Distributed Reduction of Entanglements (QADR): A Trainable and Simulation-Efficient QML Framework
May 31, 2026Syed Farhan Ahmad, Gregory T. ByrdVariational Quantum Circuits Quantum Neural Networks
Commutator-Induced Uncertainty in VAEs
May 22, 2026Tahereh Dehdarirad, Michael Felsberg, Gabriel Eilertsen +1Variational Encoder Nonlocal Correlations
Markov Chain Decoders Overcome the Heavy-Tail Limitations of Lipschitz Generative Models
May 18, 2026Abdelhakim Ziani, Andras Horvath, Paolo BallariniHeavy-Tailed Noise Generative Models
GraViti: Graph-Level Variational Autoencoders with Relaxed Permutation Invariance
May 15, 2026Roman Bresson, Konstantinos Divriotis, Johannes F. Lutzeyer +2Variational Encoder Molecular Structure Elucidation
Entropic Auto-Encoding via Implicit Free-Energy Minimization
May 15, 2026Hazhir Aliahmadi, Irina Babayan, Greg van AndersVariational Encoder Autoencoder
SAFE Quantum Machine Learning with Variational Quantum Classifiers
May 15, 2026Ying Chen, Paolo Giudici, Vasily Kolesnikov +1Variational Quantum Circuits Variational Encoder
Entropy-Based Characterisation of the Polarised Regime in Latent Variable Models
May 15, 2026Peter Clapham, Lisa Bonheme, Marek GrzesVariational Encoder Calibration-Free Low-Bit Vector Quantization
Lost and Found in Translation: Variational Diagnostics for Neural Codebook Channels
May 13, 2026Yusuke HayashiVariational Encoder Neural Codecs
An Elastic Shape Variational Autoencoder for Skeleton Pose Trajectories
May 10, 2026Arafat Rahman, Shashwat Kumar, Laura E. Barnes +1Variational Encoder Statistical Shape Model
Conditional Flow-VAE for Safety-Critical Traffic Scenario Generation
May 6, 2026Zimu Gong, Brian Zhaoning Zhang, Chris Zhang +2Scenario Generation Autonomous Driving Simulation
Fine-Grained Graph Generation through Latent Mixture Scheduling
May 4, 2026Nidhi Vakil, Hadi AmiriGraph-Based Retrieval Augmented Generation Variational Encoder
Interpretable EEG Microstate Discovery via Variational Deep Embedding: A Systematic Architecture Search with Multi-Quadrant Evaluation
Apr 29, 2026Saheed Faremi, Andrea Visentin, Luca LongoElectroencephalogram Variational Encoder
Do Quantum Transformers Help? A Systematic VQC Architecture Comparison on Tabular Benchmarks
Apr 27, 2026Chi-Sheng Chen, En-Jui KuoVariational Quantum Circuits Variational Encoder
Reparameterization through Coverings and Topological Weight Priors
Apr 26, 2026Maxim Beketov, Pavel SnopovVariational Encoder Topological Learning
Identity-Decoupled Anonymization for Visual Evidence in Multi-modal Retrieval-Augmented Generation
Apr 26, 2026Zehua Cheng, Wei Dai, Jiahao SunMultimodal Retrieval Augmented Generation Anonymization
CLVAE: A Variational Autoencoder for Long-Term Customer Revenue Forecasting
Apr 24, 2026Jeffrey Näf, Riana Valera Mbelson, Markus MeiererVariational Encoder Churn Prediction
XFACTORS: Disentangled Information Bottleneck via Contrastive Supervision
Jan 29, 2026Alexandre Myara, Nicolas Bourriez, Thomas Boyer +3Latent Factor Representations Disentanglement
VENI: Variational Encoder for Natural Illumination
Jan 20, 2026Paul Walker, James A. D. Gardner, Andreea Ardelean +2Inverse Rendering Variational Encoder
Distribution Matching Variational AutoEncoder
Dec 8, 2025Sen Ye, Jianning Pei, Mengde Xu +4Variational Encoder Generative Models
Quantum Variational Activation Functions Empower Kolmogorov-Arnold Networks
Sep 17, 2025Jiun-Cheng Jiang, Morris Yu-Chao Huang, Tianlong Chen +1Variational Quantum Circuits Kolmogorov-Arnold Networks
Variational Learning of Disentangled Representations
Jun 20, 2025Yuli Slavutsky, Ozgur Beker, David Blei +1Disentanglement Variational Encoder
Autoencoders in Function Space
Aug 2, 2024Justin Bunker, Mark Girolami, Hefin Lambley +2Variational Encoder Autoencoder

Sep 15, 2026 · cs.LGJ/K move · Enter open · S save

Hybrid Variational Quantum Circuits for Multivariate Regression and High-Dimensional Data Reconstruction

Koffi Ognandon Ayena, Frédéric Holweck, Serge Iovleff, Amah S d'Almeida

ICB · UR4662

Variational quantum circuits (VQCs) are parameterized quantum circuits optimized classically. We propose a hybrid variational quantum circuit (HVQC) extending VQCs with a classical affine post-measurement layer, enabling vector-valued regression without the linear overhead of independent scalar circuits. Theoretically, we show that elementary one-and two-qubit circuits can approximate quadratic functions and products via data re-uploading and entanglement, providing the foundations of the full architecture. Experimentally, on two synthetic image reconstruction datasets and the Friedman1 benchmark (40,568 test samples), our HVQC matches Gaussian Process Regression and outperforms XGBoost and Random Forest. An ablation study confirms that both quantum and classical components are essential, and results highlight the central role of the feature map in hybrid quantum-classical models.

Variational Quantum Circuits Variational Encoder Calibration-Free Low-Bit Vector Quantization

Open paper Ask about it PDF